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Update 08.decision_tree.md
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sofia-frenk authored Nov 15, 2024
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Expand Up @@ -23,15 +23,15 @@ As can be seen from the figure above, the highest correlation appears between To
In order to question this highly suspicious result, we divided the origianl dependent variable, CO2_Emitted (US Ton), by Total_Duration to create a new dependent variable called CO2_Emitted/Hour.

<p align="center">
<img src="images/Actual_Predicted_CO2_Emission_Hour.png" alt="Actual vs predicted values using CO2_Emitted/Hour as a dependent variable." width="600px">
<img src="images/Actual_Predicted_CO2_Emission_Hour.png" alt="Actual vs predicted values using CO2_Emitted per Hour as a dependent variable." width="600px">
<br>
<strong>Figure 9:</strong> Actual vs predicted values using CO2_Emitted/Hour as a dependent variable.
<strong>Figure 9:</strong> Actual vs predicted values using CO2_Emitted per Hour as a dependent variable.
</p>

<p align="center">
<img src="images/Correlation_Mat_CO2_Emissions_Hour.png" alt="Correlation matrix created using CO2_Emitted/Hour as a dependent variable" width="600px">
<img src="images/Correlation_Mat_CO2_Emissions_Hour.png" alt="Correlation matrix created using CO2_Emitted per Hour as a dependent variable" width="600px">
<br>
<strong>Figure 10:</strong> Correlation matrix created using CO2_Emitted/Hour as a dependent variable.
<strong>Figure 10:</strong> Correlation matrix created using CO2_Emitted per Hour as a dependent variable.
</p>

Note the appearance of binomial data
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